{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"center\">\n",
    "    <img src=\"https://github.com/GeostatsGuy/GeostatsPy/blob/master/TCG_color_logo.png?raw=true\" width=\"220\" height=\"240\" />\n",
    "\n",
    "</p>\n",
    "\n",
    "### Univariate Spatial Trend Modeling for Subsurface Data Analytics in Python \n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "##### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "\n",
    "Here's a simple workflow with basic univariate spatial trend modeling for subsurface modeling workflows. This should help you get started with building subsurface models that include deterministic and stochastic components.  \n",
    "\n",
    "#### Trend Modeling\n",
    "\n",
    "Trend modeling is the modeling of local features, based on data and interpretation, that are deemed certain (known).  The trend is substracted from the data, leaving a residual that is modeled stochastically with uncertainty (treated as unknown).\n",
    "\n",
    "* geostatistical spatial estimation methods will make an assumption concerning stationarity\n",
    "    * in the presence of significant nonstationarity we can not rely on spatial estimates based on data + spatial continuity model\n",
    "* if we observe a trend, we should model the trend.\n",
    "    * then model the residuals stochastically\n",
    "\n",
    "Steps: \n",
    "\n",
    "1. model trend consistent with data and intepretation at all locations within the area of itnerest, integrate all available information and expertise.\n",
    "\n",
    "\\begin{equation}\n",
    "m(\\bf{u}_\\beta), \\, \\forall \\, \\beta \\in \\, AOI\n",
    "\\end{equation}\n",
    "\n",
    "2. substract trend from data at the $n$ data locations to formulate a residual at the data locations.\n",
    "\n",
    "\\begin{equation}\n",
    "y(\\bf{u}_{\\alpha}) = z(\\bf{u}_{\\alpha}) - m(\\bf{u}_{\\alpha}), \\, \\forall \\, \\alpha = 1, \\ldots, n\n",
    "\\end{equation}\n",
    "\n",
    "3. characterize the statistical behavoir of the residual $y(\\bf{u}_{\\alpha})$ integrating any information sources and interpretations.  For example the global cumulative distribution function and a measure of spatial continuity shown here.\n",
    "\n",
    "\\begin{equation}\n",
    "F_y(y) \\quad \\gamma_y(\\bf{h})\n",
    "\\end{equation}\n",
    "\n",
    "4. model the residual at all locations with $L$ multiple realizations.\n",
    "\n",
    "\\begin{equation}\n",
    "Y^\\ell(\\bf{u}_\\beta),  \\, \\forall \\, \\beta \\, \\in \\, AOI; \\, \\ell = 1, \\ldots, L\n",
    "\\end{equation}\n",
    "\n",
    "5. add the trend back in to the stochastic residual realizations to calculate the multiple realizations, $L$, of the property of interest based on the composite model of known deterministic trend, $m(\\bf{u}_\\alpha)$ and unknown stochastic residual, $y(\\bf{u}_\\alpha)$ \n",
    "\n",
    "\\begin{equation}\n",
    "Z^\\ell(\\bf{u}_\\beta) = Y^\\ell(\\bf{u}_\\beta) + m(\\bf{u}_\\beta),  \\, \\forall \\, \\beta \\in \\, AOI; \\, \\ell = 1, \\ldots, L\n",
    "\\end{equation}\n",
    "\n",
    "6. check the model, including quantification of the proportion of variance treated as known (trend) and unknown (residual).\n",
    "\n",
    "\\begin{equation}\n",
    "\\sigma^2_{Z} = \\sigma^2_{Y} + \\sigma^2_{m} + 2 \\cdot C_{Y,m}\n",
    "\\end{equation}\n",
    "\n",
    "given $C_{Y,m} \\to 0$:\n",
    "\n",
    "\\begin{equation}\n",
    "\\sigma^2_{Z} = \\sigma^2_{Y} + \\sigma^2_{m}\n",
    "\\end{equation}\n",
    "\n",
    "I can now describe the proportion of variance allocated to known and unknown components as follows:\n",
    "\n",
    "\\begin{equation}\n",
    "Prop_{Known} = \\frac{\\sigma^2_{m}}{\\sigma^2_{Y} + \\sigma^2_{m}} \\quad Prop_{Unknown} = \\frac{\\sigma^2_{Y}}{\\sigma^2_{Y} + \\sigma^2_{m}}\n",
    "\\end{equation}\n",
    "\n",
    "I provide some practical, data-driven methods for trend model, but I should indicate that:\n",
    "\n",
    "1. trend modeling is very important in reservoir modeling as it has large impact on local model accuracy and on the undertainty model\n",
    "2. trend modeling is used in almost every subsurface model, unless the data is dense enough to impose local trends\n",
    "3. trend modeling includes a high degree of expert judgement combined with the integration of various information sources\n",
    "\n",
    "We limit ourselves to simple data-driven methods, but acknowledge much more is needed. In fact, trend modeling requires a high degree of knowledge concerning local geoscience and engineering data and knowledge.  \n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data file to your working directory.  They are available here:\n",
    "\n",
    "* Tabular data - sample_data_biased.csv at https://git.io/fh0CW\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geostatspy.GSLIB as GSLIB          # GSLIB utilies, visualization and wrapper\n",
    "import geostatspy.geostats as geostats    # GSLIB methods convert to Python        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also need some standard packages. These should have been installed with Anaconda 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np                        # ndarrys for gridded data\n",
    "import pandas as pd                       # DataFrames for tabular data\n",
    "import os                                 # set working directory, run executables\n",
    "import matplotlib.pyplot as plt           # for plotting\n",
    "from scipy import stats                   # summary statistics\n",
    "import math                               # trig etc.\n",
    "import scipy.signal as signal             # kernel for moving window calculation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#os.chdir(\"c:/PGE383\")             # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = pd.read_csv('sample_data_biased.csv')     # load our data table (wrong name!)\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/master/sample_data_biased.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It worked, we loaded our file into our DataFrame called 'df'. But how do you really know that it worked? Visualizing the DataFrame would be useful and we already leard about these methods in this demo (https://git.io/fNgRW). \n",
    "\n",
    "We can preview the DataFrame by printing a slice or by utilizing the 'head' DataFrame member function (with a nice and clean format, see below). With the slice we could look at any subset of the data table and with the head command, add parameter 'n=13' to see the first 13 rows of the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     X    Y  Facies  Porosity       Perm\n",
      "0  100  900       1  0.115359   5.736104\n",
      "1  100  800       1  0.136425  17.211462\n",
      "2  100  600       1  0.135810  43.724752\n",
      "3  100  500       0  0.094414   1.609942\n",
      "4  100  100       0  0.113049  10.886001\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>100</td>\n",
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       "      <td>0.136425</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.094414</td>\n",
       "      <td>1.609942</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113049</td>\n",
       "      <td>10.886001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>200</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.154648</td>\n",
       "      <td>106.491795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>200</td>\n",
       "      <td>700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.153113</td>\n",
       "      <td>140.976324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>200</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>0.126167</td>\n",
       "      <td>12.548074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>200</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094750</td>\n",
       "      <td>1.208561</td>\n",
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       "      <th>9</th>\n",
       "      <td>200</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.150961</td>\n",
       "      <td>44.687430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>300</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.199227</td>\n",
       "      <td>1079.709291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>300</td>\n",
       "      <td>700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.154220</td>\n",
       "      <td>179.491695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>300</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>0.137502</td>\n",
       "      <td>38.164911</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      X    Y  Facies  Porosity         Perm\n",
       "0   100  900       1  0.115359     5.736104\n",
       "1   100  800       1  0.136425    17.211462\n",
       "2   100  600       1  0.135810    43.724752\n",
       "3   100  500       0  0.094414     1.609942\n",
       "4   100  100       0  0.113049    10.886001\n",
       "5   200  800       1  0.154648   106.491795\n",
       "6   200  700       1  0.153113   140.976324\n",
       "7   200  500       1  0.126167    12.548074\n",
       "8   200  400       0  0.094750     1.208561\n",
       "9   200  100       1  0.150961    44.687430\n",
       "10  300  800       1  0.199227  1079.709291\n",
       "11  300  700       1  0.154220   179.491695\n",
       "12  300  500       1  0.137502    38.164911"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.iloc[0:5,:])                   # display first 4 samples in the table as a preview\n",
    "df.head(n=13)                           # we could also use this command for a table preview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary Statistics for Tabular Data\n",
    "\n",
    "The table includes X and Y coordinates (meters), Facies 1 and 2 (1 is sandstone and 0 interbedded sand and mudstone), Porosity (fraction), and permeability as Perm (mDarcy). \n",
    "\n",
    "There are a lot of efficient methods to calculate summary statistics from tabular data in DataFrames. The describe command provides count, mean, minimum, maximum, and quartiles all in a nice data table. We use transpose just to flip the table so that features are on the rows and the statistics are on the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>289.0</td>\n",
       "      <td>475.813149</td>\n",
       "      <td>254.277530</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>670.000000</td>\n",
       "      <td>990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>289.0</td>\n",
       "      <td>529.692042</td>\n",
       "      <td>300.895374</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>269.000000</td>\n",
       "      <td>549.000000</td>\n",
       "      <td>819.000000</td>\n",
       "      <td>999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>289.0</td>\n",
       "      <td>0.813149</td>\n",
       "      <td>0.390468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>289.0</td>\n",
       "      <td>0.134744</td>\n",
       "      <td>0.037745</td>\n",
       "      <td>0.058548</td>\n",
       "      <td>0.106318</td>\n",
       "      <td>0.126167</td>\n",
       "      <td>0.154220</td>\n",
       "      <td>0.228790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>289.0</td>\n",
       "      <td>207.832368</td>\n",
       "      <td>559.359350</td>\n",
       "      <td>0.075819</td>\n",
       "      <td>3.634086</td>\n",
       "      <td>14.908970</td>\n",
       "      <td>71.454424</td>\n",
       "      <td>5308.842566</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          count        mean         std       min         25%         50%  \\\n",
       "X         289.0  475.813149  254.277530  0.000000  300.000000  430.000000   \n",
       "Y         289.0  529.692042  300.895374  9.000000  269.000000  549.000000   \n",
       "Facies    289.0    0.813149    0.390468  0.000000    1.000000    1.000000   \n",
       "Porosity  289.0    0.134744    0.037745  0.058548    0.106318    0.126167   \n",
       "Perm      289.0  207.832368  559.359350  0.075819    3.634086   14.908970   \n",
       "\n",
       "                 75%          max  \n",
       "X         670.000000   990.000000  \n",
       "Y         819.000000   999.000000  \n",
       "Facies      1.000000     1.000000  \n",
       "Porosity    0.154220     0.228790  \n",
       "Perm       71.454424  5308.842566  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Tabular Data with Location Maps \n",
    "\n",
    "It is natural to set the x and y coordinate and feature ranges manually. e.g. do you want your color bar to go from 0.05887 to 0.24230 exactly? Also, let's pick a color map for display. I heard that plasma is known to be friendly to the color blind as the color and intensity vary together (hope I got that right, it was an interesting Twitter conversation started by Matt Hall from Agile if I recall correctly). We will assume a study area of 0 to 1,000m in x and y and omit any data outside this area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "pormin = 0.05; pormax = 0.25;           # range of porosity values\n",
    "nx = 100; ny = 100; csize = 10.0\n",
    "cmap = plt.cm.plasma                    # color map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try out locmap. This is a reimplementation of GSLIB's locmap program that uses matplotlib. I hope you find it simpler than matplotlib, if you want to get more advanced and build custom plots lock at the source. If you improve it, send me the new code. Any help is appreciated. To see the parameters, just type the command name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.locmap(df, xcol, ycol, vcol, xmin, xmax, ymin, ymax, vmin, vmax, title, xlabel, ylabel, vlabel, cmap, fig_name)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.locmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can populate the plotting parameters and visualize the porosity data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(111)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get some declustering weights. For more information see the demonstration on declustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 289 data with:\n",
      "   mean of      0.13474387540138408 \n",
      "   min and max  0.058547873 and 0.228790002\n",
      "   standard dev 0.03767982164385208 \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>Wts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.115359</td>\n",
       "      <td>5.736104</td>\n",
       "      <td>3.064286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.136425</td>\n",
       "      <td>17.211462</td>\n",
       "      <td>1.076608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100</td>\n",
       "      <td>600</td>\n",
       "      <td>1</td>\n",
       "      <td>0.135810</td>\n",
       "      <td>43.724752</td>\n",
       "      <td>0.997239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094414</td>\n",
       "      <td>1.609942</td>\n",
       "      <td>1.165119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113049</td>\n",
       "      <td>10.886001</td>\n",
       "      <td>1.224164</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X    Y  Facies  Porosity       Perm       Wts\n",
       "0  100  900       1  0.115359   5.736104  3.064286\n",
       "1  100  800       1  0.136425  17.211462  1.076608\n",
       "2  100  600       1  0.135810  43.724752  0.997239\n",
       "3  100  500       0  0.094414   1.609942  1.165119\n",
       "4  100  100       0  0.113049  10.886001  1.224164"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wts, cell_sizes, dmeans = geostats.declus(df,'X','Y','Porosity',iminmax = 1, noff= 10, ncell=100,cmin=10,cmax=2000)\n",
    "df['Wts'] = wts                            # add weights to the sample data DataFrame\n",
    "df.head()                                  # preview to check the sample data DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Trend by Convolution / Local Window Average\n",
    "\n",
    "Let's first attempt a convolution-based trend model, this is a moving window average of the local data.\n",
    "\n",
    "We have a convenience function that takes data with X and Y locations in a DataFrame and makes a sparse 2D array.  All cells without a data value are assigned to NumPy's NaN (null values, missing value). Let's see the inputs for this command."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function geostatspy.GSLIB.DataFrame2ndarray(df, xcol, ycol, vcol, xmin, xmax, ymin, ymax, step)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSLIB.DataFrame2ndarray"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make an sparse array with the appropriate parameters. The reason we are doing this is that convolution programs in general work with ndarrays and not from DataFrames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "por_grid = GSLIB.DataFrame2ndarray(df,'X','Y','Porosity',xmin, xmax, ymin, ymax, csize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have a ndarray (por_grid) with the data assigned to grid cells. Now we need a kernel. The kernel represents the weights within the moving window. If we use constant 1.0 in the moving window will get discontinuities in our trend model. A Gaussian kernel (weights highest in the middle of the window and decreasing to 0,0 at the edge) is useful to get a smooth trend. We can use the SciPy package's signal functions. Of course we will have to import that package and then we can make our kernel. Here's an example below. There shouldnt be any surprises. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have made a kernel of size, number of grid cells (ny, nx) (101, 101)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = 50\n",
    "s = 101\n",
    "\n",
    "gkern1d = signal.gaussian(s,r).reshape(s, 1)\n",
    "gkern2d = np.outer(gkern1d, gkern1d)\n",
    "print('We have made a kernel of size, number of grid cells (ny, nx) ' + str(gkern2d.shape))\n",
    "\n",
    "plt.subplot(111)\n",
    "GSLIB.pixelplt_st(gkern2d,xmin=-265,xmax=265,ymin=-265,ymax=265,step=10,vmin=0,vmax=1,title='Kernel',xlabel='X(m)',ylabel='Y(m)',vlabel='weight',cmap=cmap)\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=0.6, top=0.8, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to convolve our sparse data assigned to a ndarray with our Gaussian kernel. There are many functions available for convolution. But we have a problem as we want to apply our Gaussian kernel to a sparse ndarray full of missing values. It turns out this is a common issue for our friends in Astronomy and so their Astropy package has a convolution method that will work well. I figured out the following (so you don't have to!)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import astropy.convolution.convolve as convolve\n",
    "porosity_trend = convolve(por_grid,gkern2d,boundary='extend',nan_treatment='interpolate',normalize_kernel=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No errors? It worked? Let's look at the results. We can plot and compare the original porosity data and the resulting trend to check for consistency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(131)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(132)\n",
    "GSLIB.pixelplt_st(porosity_trend,xmin,xmax,ymin,ymax,csize,pormin,pormax,'Porosity Trend','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(133)\n",
    "GSLIB.locpix_st(porosity_trend,xmin,xmax,ymin,ymax,csize,pormin,pormax,df,'X','Y','Porosity','Porosity Data and Trend','X(m)','Y(m)','Porosity (fraciton)',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Other Methods for Trend Calculation\n",
    "\n",
    "There are a variety of other methods for trend calculation. I will just mention them here.\n",
    "\n",
    "1. hand-drawn, expert interpretation - many 3D modeling packages allow for experts to draw trends and allow for fast interpolation to build an exhaustive trend model.\n",
    "2. kriging - kriging provides best linear unbiased estimates between data given a spatial continuity model (more on this when we cover spatial estimation).  One note of caution is that kriging is exact; therefore it will over fit unless it is use with averaged data values (e.g. over the vertical) or with a block kriging option (kriging at a volume support larger than the data).\n",
    "3. regression - fit a function as a function of X, Y coordinates. This could be extended to more complicated prediction models from machine learning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Trend Diagnotistics\n",
    "\n",
    "Let's go back to the convolution trend and check it (to demonstrate the method of trend checking). Note, I haven't tried to perfect the result. I'm just demonstrating the method. \n",
    "\n",
    "In addition to the previous visualization, let's look at the distributions and summary statistics of the original declustered porosity data and the trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "GSLIB.hist_st(df['Porosity'],pormin,pormax,False,False,20,df['Wts'],'Porosity (fraction)','Declustered Porosity')\n",
    "\n",
    "plt.subplot(122)\n",
    "GSLIB.hist_st(porosity_trend.flatten(),pormin,pormax,False,False,20,None,'Porosity Trend (fraction)','Porosity Trend')\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.5, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also look at the summary statistics. Here's a function that calculates the weighted standard deviation (and the average). We can use this with the data and declustering weights and figure out the allocation of variance between the trend and the residual.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Niave Porosity Data: Average 0.1347, Var 0.00142\n",
      "Declustered Porosity Data: Average 0.1212, Var 0.00102\n",
      "Porosity Trend: Average            0.1289, Var 0.00028\n",
      "Proportion Trend / Known:          0.279\n",
      "Proportion Residual / Unknown:     0.721\n"
     ]
    }
   ],
   "source": [
    "# Weighted average and standard deviation\n",
    "def weighted_avg_and_std(values, weights):                  # from Eric O Lebigot, stack overflow\n",
    "    average = np.average(values, weights=weights)\n",
    "    variance = np.average((values-average)**2, weights=weights)\n",
    "    return (average, math.sqrt(variance))\n",
    "\n",
    "wavg_por,wstd_por = weighted_avg_and_std(df['Porosity'],df['Wts']) \n",
    "\n",
    "wavg_por_trend = np.average(porosity_trend)\n",
    "wstd_por_trend = np.std(porosity_trend)\n",
    "\n",
    "print('Niave Porosity Data: Average ' + str(round(np.average(df['Porosity']),4)) + ', Var ' + str(round(np.var(df['Porosity']),5)))\n",
    "print('Declustered Porosity Data: Average ' + str(round(wavg_por,4)) + ', Var ' + str(round(wstd_por**2,5)))\n",
    "print('Porosity Trend: Average            ' + str(round(wavg_por_trend,4)) + ', Var ' + str(round(wstd_por_trend**2,5)))\n",
    "print('Proportion Trend / Known:          ' + str(round(wstd_por_trend**2/(wstd_por**2),3)))\n",
    "print('Proportion Residual / Unknown:     ' + str(round((wstd_por**2 - wstd_por_trend**2)/(wstd_por**2),3)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting, we have 63% of the variance being treated as known, modeled by trend, and 37% of the variance being treated as unknown, modeled by residual.  \n",
    "\n",
    "#### Adding Trend to DataFrame\n",
    "\n",
    "Let's add the porosity trend to our DataFrame. We have a sample program in GeostatsPy that takes a 2D ndarray and extracts the values at the data locations and adds them as a new column.  Then we can do a little math to calculate and add the porosity residual also and visualize this all together as a final check."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = GSLIB.sample(porosity_trend,xmin,ymin,csize,\"Por_Trend\",df,'X','Y')\n",
    "df['Por_Res'] = df['Porosity'] - df['Por_Trend'] # calculate the residual and add to DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check out the DataFrame and confirm that we have everything now. We will need trend and residual in our DataFrame to support all subsequent modeling steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>Wts</th>\n",
       "      <th>Por_Trend</th>\n",
       "      <th>Por_Res</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.115359</td>\n",
       "      <td>5.736104</td>\n",
       "      <td>3.064286</td>\n",
       "      <td>0.156255</td>\n",
       "      <td>-0.040896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>0.136425</td>\n",
       "      <td>17.211462</td>\n",
       "      <td>1.076608</td>\n",
       "      <td>0.147298</td>\n",
       "      <td>-0.010873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100</td>\n",
       "      <td>600</td>\n",
       "      <td>1</td>\n",
       "      <td>0.135810</td>\n",
       "      <td>43.724752</td>\n",
       "      <td>0.997239</td>\n",
       "      <td>0.133605</td>\n",
       "      <td>0.002204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094414</td>\n",
       "      <td>1.609942</td>\n",
       "      <td>1.165119</td>\n",
       "      <td>0.127516</td>\n",
       "      <td>-0.033101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113049</td>\n",
       "      <td>10.886001</td>\n",
       "      <td>1.224164</td>\n",
       "      <td>0.106405</td>\n",
       "      <td>0.006643</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X    Y  Facies  Porosity       Perm       Wts  Por_Trend   Por_Res\n",
       "0  100  900       1  0.115359   5.736104  3.064286   0.156255 -0.040896\n",
       "1  100  800       1  0.136425  17.211462  1.076608   0.147298 -0.010873\n",
       "2  100  600       1  0.135810  43.724752  0.997239   0.133605  0.002204\n",
       "3  100  500       0  0.094414   1.609942  1.165119   0.127516 -0.033101\n",
       "4  100  100       0  0.113049  10.886001  1.224164   0.106405  0.006643"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check for Conditional Bias in the Trend Model\n",
    "\n",
    "Conditional bias is systematic under or overestimation over specific ranges of the trend or actual feature values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.subplot(121)\n",
    "plt.scatter(df['Por_Trend'],df['Por_Res'],color='darkorange',s=30,edgecolor='black')\n",
    "plt.xlabel('Trend Model'); plt.ylabel('Residual: Truth - Trend'); plt.title('Trend Residual vs. Trend')\n",
    "plt.plot([pormin,pormax],[0,0],color='black'); plt.xlim([pormin,pormax])\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(df['Porosity'],df['Por_Res'],color='darkorange',s=30,edgecolor='black')\n",
    "plt.xlabel('Feature'); plt.ylabel('Residual: Truth - Trend'); plt.title('Trend Residual vs. Feature')\n",
    "plt.plot([pormin,pormax],[0,0],color='black'); plt.xlim([pormin,pormax])\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.1, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Location Maps, Feature, Trend and Residual\n",
    "\n",
    "Let's look at where the trend is too low and too high."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(131)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(132)\n",
    "GSLIB.locmap_st(df,'X','Y','Por_Trend',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity Trend','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(133)\n",
    "GSLIB.locmap_st(df,'X','Y','Por_Res',xmin,xmax,ymin,ymax,-0.01,0.01,'Well Data - Porosity Residual','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Does it look correct? There is a strong degree of consistency between the porosity data and trend and the porosity residual no longer has a trend, it has been detrended."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "lags,var,pairs = geostats.gamv(df,'X','Y','Porosity',-999,999,20,15,100,45.0,22.5,9999,1)\n",
    "plt.scatter(lags,var,color='red',edgecolor='black',alpha=0.4,label='Porosity'); \n",
    "lags,var,pairs = geostats.gamv(df,'X','Y','Por_Res',-999,999,20,15,100,45.0,22.5,9999,1)\n",
    "plt.scatter(lags,var,color='blue',edgecolor='black',alpha=0.4,label='Porosity Residual');\n",
    "lags,var,pairs = geostats.gamv(df,'X','Y','Por_Trend',-999,999,20,15,100,45.0,22.5,9999,1)\n",
    "plt.scatter(lags,var,color='black',edgecolor='black',alpha=0.4,label='Porosity Trend');\n",
    "plt.plot([0,1500],[1.0,1.0],color='black'); plt.xlim([0,800]); plt.ylim([0,2.0]); plt.xlabel('Lag Distance ($h$)'); plt.ylabel('$\\gamma$')\n",
    "plt.legend(loc='upper right'); plt.title('Variograms')\n",
    "\n",
    "var_trend = np.var(df['Por_Trend']); var_resid = np.var(df['Por_Res']); cov_tr = np.cov(df['Por_Trend'],df['Por_Res'])[0,0]\n",
    "var_total = var_trend + var_resid + 2* cov_tr\n",
    "\n",
    "ptrend = var_trend / var_total; presid = var_resid / var_total; pcov = 2*cov_tr / var_total\n",
    "\n",
    "plt.subplot(122)                                      # results from the coin tosses \n",
    "plt.pie([ptrend, presid, pcov],labels = ['Trend','Residual', 'Covariance'],radius = 1, autopct='%1.1f%%', colors = ['#ff9999','#66b3ff','#edf23a'], explode = [.02,.02,0.02], wedgeprops = {\"edgecolor\":\"k\",'linewidth': 1}  )\n",
    "plt.title('Variance Decomposition of Trend and Residual')\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Experiment with Different Trend Models\n",
    "\n",
    "Here's a more compact workflow for exploration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = 10\n",
    "\n",
    "gkern1d = signal.gaussian(s,r).reshape(s, 1); gkern2d = np.outer(gkern1d, gkern1d)\n",
    "porosity_trend = convolve(por_grid,gkern2d,boundary='extend',nan_treatment='interpolate',normalize_kernel=True)\n",
    "df = GSLIB.sample(porosity_trend,xmin,ymin,csize,\"Por_Trend\",df,'X','Y')\n",
    "df['Por_Res'] = df['Porosity'] - df['Por_Trend'] # calculate the residual and add to DataFrame\n",
    "var_trend = np.var(df['Por_Trend']); var_resid = np.var(df['Por_Res']);\n",
    "ptrend = var_trend / (var_trend+var_resid); presid = var_resid / (var_trend+var_resid)\n",
    "\n",
    "plt.subplot(221)\n",
    "GSLIB.locpix_st(porosity_trend,xmin,xmax,ymin,ymax,csize,pormin,pormax,df,'X','Y','Porosity','Porosity Data and Trend','X(m)','Y(m)','Porosity (fraciton)',cmap=plt.cm.inferno)\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.hist(df['Porosity'],bins = np.linspace(0.05,0.25),edgecolor='black',color='black',alpha=0.6,density=True,label='Data'); plt.xlim([pormin,pormax])\n",
    "plt.hist(porosity_trend.flatten(),bins = np.linspace(0.05,0.25),edgecolor='black',color='#CC5801',alpha=0.6,density=True,label='Trend'); plt.xlabel('Porosity (fraction)'); plt.ylabel('Density'); plt.title('Porosity Original and Trend Distributions')\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "plt.subplot(223)                                      # results from the coin tosses \n",
    "plt.pie([ptrend, presid],labels = ['Trend','Residual'],radius = 1, autopct='%1.1f%%', colors = ['#CC5801','#66b3ff'], explode = [.02,.02], wedgeprops = {\"edgecolor\":\"k\",'linewidth': 1}  )\n",
    "plt.title('Variance Decomposition of Porosity Trend and Residual')\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.scatter(df['Porosity'],df['Por_Res'],color='#66b3ff',s=30,edgecolor='black')\n",
    "plt.xlabel('Porosity Data (fraction)'); plt.ylabel('Porosity Residual: Data - Trend (fraction)'); plt.title('Porosity Trend Residual vs. Data')\n",
    "plt.plot([pormin,pormax],[0,0],color='black'); plt.xlim([pormin,pormax]); plt.ylim([-0.1,0.1])\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=2.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
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    "#### Comments\n",
    "\n",
    "This was a basic demonstration of trend modeling. Much more could be done, I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  }
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